Overview
Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 300000 |
| Missing cells | 1003071 |
| Missing cells (%) | 14.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 483.3 MiB |
| Average record size in memory | 1.6 KiB |
Variable types
| DateTime | 3 |
|---|---|
| Categorical | 7 |
| Text | 9 |
| Boolean | 2 |
| Numeric | 2 |
Company response to consumer is highly overall correlated with Timely response? | High correlation |
Complaint ID is highly overall correlated with sample_n | High correlation |
Consumer consent provided? is highly overall correlated with Submitted via | High correlation |
Consumer disputed? is highly overall correlated with sample_n | High correlation |
Submitted via is highly overall correlated with Consumer consent provided? | High correlation |
Timely response? is highly overall correlated with Company response to consumer | High correlation |
sample_n is highly overall correlated with Complaint ID and 1 other fields | High correlation |
Product is highly imbalanced (53.0%) | Imbalance |
Company public response is highly imbalanced (89.5%) | Imbalance |
Submitted via is highly imbalanced (87.6%) | Imbalance |
Company response to consumer is highly imbalanced (54.1%) | Imbalance |
Timely response? is highly imbalanced (94.2%) | Imbalance |
Sub-product has 5281 (1.8%) missing values | Missing |
Sub-issue has 19813 (6.6%) missing values | Missing |
Consumer complaint narrative has 217145 (72.4%) missing values | Missing |
Company public response has 143050 (47.7%) missing values | Missing |
Tags has 284017 (94.7%) missing values | Missing |
Consumer consent provided? has 47576 (15.9%) missing values | Missing |
Consumer disputed? has 282792 (94.3%) missing values | Missing |
Complaint ID has unique values | Unique |
Reproduction
| Analysis started | 2026-02-25 20:27:46.767561 |
|---|---|
| Analysis finished | 2026-02-25 20:28:34.268894 |
| Duration | 47.5 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Variables
Date received
Date
| Distinct | 5093 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 MiB |
| Minimum | 2011-12-02 00:00:00 |
|---|---|
| Maximum | 2026-01-31 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Product
Categorical
Imbalance
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 30.0 MiB |
| Credit reporting or other personal consumer reports | |
|---|---|
| Credit reporting, credit repair services, or other personal consumer reports | |
| Debt collection | |
| Mortgage | 9840 |
| Checking or savings account | 7599 |
| Other values (15) |
Length
| Max length | 76 |
|---|---|
| Median length | 51 |
| Mean length | 47.825623 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Bank account or service |
|---|---|
| 2nd row | Bank account or service |
| 3rd row | Bank account or service |
| 4th row | Bank account or service |
| 5th row | Bank account or service |
Common Values
| Value | Count | Frequency (%) |
| Credit reporting or other personal consumer reports | 184545 | |
| Credit reporting, credit repair services, or other personal consumer reports | 48507 | 16.2% |
| Debt collection | 22223 | 7.4% |
| Mortgage | 9840 | 3.3% |
| Checking or savings account | 7599 | 2.5% |
| Credit card | 6356 | 2.1% |
| Credit card or prepaid card | 4629 | 1.5% |
| Money transfer, virtual currency, or money service | 3742 | 1.2% |
| Credit reporting | 3151 | 1.1% |
| Student loan | 2694 | 0.9% |
| Other values (10) | 6714 | 2.2% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| credit | 295863 | |
| or | 254338 | |
| reporting | 236203 | |
| personal | 234317 | |
| consumer | 233756 | |
| other | 233069 | |
| reports | 233052 | |
| repair | 48507 | 2.5% |
| services | 48507 | 2.5% |
| debt | 22391 | 1.1% |
| Other values (23) | 124323 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2390952 | |
| e | 1718154 | |
| 1664326 | ||
| o | 1505982 | |
| t | 1077857 | |
| s | 824955 | 5.7% |
| n | 781843 | 5.4% |
| p | 761768 | 5.3% |
| i | 684244 | 4.8% |
| c | 433098 | 3.0% |
| Other values (22) | 2504508 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14347687 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 2390952 | |
| e | 1718154 | |
| 1664326 | ||
| o | 1505982 | |
| t | 1077857 | |
| s | 824955 | 5.7% |
| n | 781843 | 5.4% |
| p | 761768 | 5.3% |
| i | 684244 | 4.8% |
| c | 433098 | 3.0% |
| Other values (22) | 2504508 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14347687 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 2390952 | |
| e | 1718154 | |
| 1664326 | ||
| o | 1505982 | |
| t | 1077857 | |
| s | 824955 | 5.7% |
| n | 781843 | 5.4% |
| p | 761768 | 5.3% |
| i | 684244 | 4.8% |
| c | 433098 | 3.0% |
| Other values (22) | 2504508 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14347687 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 2390952 | |
| e | 1718154 | |
| 1664326 | ||
| o | 1505982 | |
| t | 1077857 | |
| s | 824955 | 5.7% |
| n | 781843 | 5.4% |
| p | 761768 | 5.3% |
| i | 684244 | 4.8% |
| c | 433098 | 3.0% |
| Other values (22) | 2504508 |
Sub-product
Text
Missing
| Distinct | 84 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 5281 |
| Missing (%) | 1.8% |
| Memory size | 21.0 MiB |
Length
| Max length | 48 |
|---|---|
| Median length | 16 |
| Mean length | 16.994239 |
| Min length | 4 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Checking account |
|---|---|
| 2nd row | Checking account |
| 3rd row | Checking account |
| 4th row | Checking account |
| 5th row | Checking account |
| Value | Count | Frequency (%) |
| credit | 245698 | |
| reporting | 231851 | |
| card | 21061 | 3.1% |
| debt | 11807 | 1.8% |
| or | 9844 | 1.5% |
| other | 9620 | 1.4% |
| mortgage | 9566 | 1.4% |
| account | 8186 | 1.2% |
| i | 7930 | 1.2% |
| not | 7930 | 1.2% |
| Other values (107) | 105825 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 803558 | |
| e | 600266 | |
| t | 555822 | |
| i | 512183 | |
| 374599 | ||
| o | 328705 | |
| n | 316051 | 6.3% |
| d | 299642 | 6.0% |
| g | 270135 | 5.4% |
| p | 253521 | 5.1% |
| Other values (43) | 694043 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5008525 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 803558 | |
| e | 600266 | |
| t | 555822 | |
| i | 512183 | |
| 374599 | ||
| o | 328705 | |
| n | 316051 | 6.3% |
| d | 299642 | 6.0% |
| g | 270135 | 5.4% |
| p | 253521 | 5.1% |
| Other values (43) | 694043 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5008525 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 803558 | |
| e | 600266 | |
| t | 555822 | |
| i | 512183 | |
| 374599 | ||
| o | 328705 | |
| n | 316051 | 6.3% |
| d | 299642 | 6.0% |
| g | 270135 | 5.4% |
| p | 253521 | 5.1% |
| Other values (43) | 694043 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5008525 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 803558 | |
| e | 600266 | |
| t | 555822 | |
| i | 512183 | |
| 374599 | ||
| o | 328705 | |
| n | 316051 | 6.3% |
| d | 299642 | 6.0% |
| g | 270135 | 5.4% |
| p | 253521 | 5.1% |
| Other values (43) | 694043 |
Issue
Text
| Distinct | 171 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 27.4 MiB |
Length
| Max length | 80 |
|---|---|
| Median length | 79 |
| Mean length | 38.656533 |
| Min length | 4 |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Making/receiving payments, sending money |
|---|---|
| 2nd row | Problems caused by my funds being low |
| 3rd row | Making/receiving payments, sending money |
| 4th row | Making/receiving payments, sending money |
| 5th row | Problems caused by my funds being low |
| Value | Count | Frequency (%) |
| your | 192627 | 11.2% |
| report | 187895 | 11.0% |
| on | 131554 | 7.7% |
| information | 129330 | 7.5% |
| incorrect | 129071 | 7.5% |
| problem | 104163 | 6.1% |
| of | 59175 | 3.5% |
| improper | 57881 | 3.4% |
| use | 57652 | 3.4% |
| an | 55265 | 3.2% |
| Other values (248) | 609520 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1449652 | |
| 1414133 | ||
| r | 1324589 | |
| n | 972766 | 8.4% |
| t | 937378 | 8.1% |
| e | 852766 | 7.4% |
| i | 737080 | 6.4% |
| p | 451046 | 3.9% |
| a | 449022 | 3.9% |
| c | 420944 | 3.6% |
| Other values (39) | 2587584 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11596960 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 1449652 | |
| 1414133 | ||
| r | 1324589 | |
| n | 972766 | 8.4% |
| t | 937378 | 8.1% |
| e | 852766 | 7.4% |
| i | 737080 | 6.4% |
| p | 451046 | 3.9% |
| a | 449022 | 3.9% |
| c | 420944 | 3.6% |
| Other values (39) | 2587584 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11596960 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 1449652 | |
| 1414133 | ||
| r | 1324589 | |
| n | 972766 | 8.4% |
| t | 937378 | 8.1% |
| e | 852766 | 7.4% |
| i | 737080 | 6.4% |
| p | 451046 | 3.9% |
| a | 449022 | 3.9% |
| c | 420944 | 3.6% |
| Other values (39) | 2587584 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11596960 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 1449652 | |
| 1414133 | ||
| r | 1324589 | |
| n | 972766 | 8.4% |
| t | 937378 | 8.1% |
| e | 852766 | 7.4% |
| i | 737080 | 6.4% |
| p | 451046 | 3.9% |
| a | 449022 | 3.9% |
| c | 420944 | 3.6% |
| Other values (39) | 2587584 |
Sub-issue
Text
Missing
| Distinct | 264 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 19813 |
| Missing (%) | 6.6% |
| Memory size | 26.4 MiB |
Length
| Max length | 145 |
|---|---|
| Median length | 87 |
| Mean length | 39.53304 |
| Min length | 9 |
Unique
| Unique | 9 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Money was taken from your account on the wrong day or for the wrong amount |
|---|---|
| 2nd row | Overdrafts and overdraft fees |
| 3rd row | Company closed your account |
| 4th row | Transaction was not authorized |
| 5th row | Problem using a debit or ATM card |
| Value | Count | Frequency (%) |
| information | 118827 | 7.2% |
| to | 95302 | 5.7% |
| your | 92096 | 5.5% |
| report | 87772 | 5.3% |
| someone | 84217 | 5.1% |
| belongs | 84217 | 5.1% |
| else | 84217 | 5.1% |
| on | 46589 | 2.8% |
| investigation | 46006 | 2.8% |
| company | 44218 | 2.7% |
| Other values (465) | 876775 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1380049 | ||
| o | 1338733 | |
| e | 1058779 | 9.6% |
| n | 930268 | 8.4% |
| r | 881677 | 8.0% |
| t | 841853 | 7.6% |
| i | 680834 | 6.1% |
| s | 516899 | 4.7% |
| a | 408798 | 3.7% |
| m | 336385 | 3.0% |
| Other values (49) | 2702369 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11076644 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1380049 | ||
| o | 1338733 | |
| e | 1058779 | 9.6% |
| n | 930268 | 8.4% |
| r | 881677 | 8.0% |
| t | 841853 | 7.6% |
| i | 680834 | 6.1% |
| s | 516899 | 4.7% |
| a | 408798 | 3.7% |
| m | 336385 | 3.0% |
| Other values (49) | 2702369 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11076644 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1380049 | ||
| o | 1338733 | |
| e | 1058779 | 9.6% |
| n | 930268 | 8.4% |
| r | 881677 | 8.0% |
| t | 841853 | 7.6% |
| i | 680834 | 6.1% |
| s | 516899 | 4.7% |
| a | 408798 | 3.7% |
| m | 336385 | 3.0% |
| Other values (49) | 2702369 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11076644 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1380049 | ||
| o | 1338733 | |
| e | 1058779 | 9.6% |
| n | 930268 | 8.4% |
| r | 881677 | 8.0% |
| t | 841853 | 7.6% |
| i | 680834 | 6.1% |
| s | 516899 | 4.7% |
| a | 408798 | 3.7% |
| m | 336385 | 3.0% |
| Other values (49) | 2702369 |
Consumer complaint narrative
Text
Missing
| Distinct | 67337 |
|---|---|
| Distinct (%) | 81.3% |
| Missing | 217145 |
| Missing (%) | 72.4% |
| Memory size | 91.1 MiB |
Length
| Max length | 32520 |
|---|---|
| Median length | 6856 |
| Mean length | 1010.7696 |
| Min length | 10 |
Unique
| Unique | 65163 ? |
|---|---|
| Unique (%) | 78.6% |
Sample
| 1st row | MY ACCOUNT WAS TAMPERED WITH FROM WELLS FARGO ACCOUNT ON XX/XX/2015 WITH THE AMOUNT OF {$380.00} TAKEN, I CALLED TO DISPUTE THE TRANSACTION, I SPOKE TO XXXX SPOKE PEOPLE OF WELLS FARGO, THEY STATED THAT MY MONEY WOULD BE PUT BACK INTO MY ACCOUNT WITHIN XXXX DAYS OR LESS AND THAT I WOULD BE CONTACTED BY XXXX AND NEVER WAS CONTACTED, I CALLED TO ASKED AGAIN ABOUT MY ACCOUNT BEING TAMPERED WITH I GET NO ANSWER, I ASKED TO SPEAK TO A SUPERVISOR I WAS DENIED. |
|---|---|
| 2nd row | XXXX Transferred my checking account to BB & T. However they did not send my savings account. In the transition they set me up with a new BB & T account login online, but did not provide me with the information or attach my email. The settings on my checking account were not carried over. XXXX Account : Overdraft protection - Would not allow transactions that would overdraft my account. Would transfer money from savings if an overdraft occurred. BB & T Account : allowed account to continue to go negative, assessed me {$180.00} in overdraft fees in XXXX dayI was not able to go online to monitor my account, I called XXXX times in XXXX days to get assistance with logging in online and was on hold for over XXXX min each time before having to hang up because I was working ( working XXXX hour days for a project ) Was told debits and credits would be transferred between accounts. However when my company attempted to deposit my check it was rejected. As you can imagine I am not a happy customer of either XXXX or BB & T for being so thoughtless to the customer. I wanted to go close my XXXX account on XXXX before the transfer, since I opened a XXXX XXXX account to use, and to my surprise all of the XXXX branches were closed and I had no way to close it. I want all of the debits and anything to stop hitting this account. I want for everysingle overdraft fee to be refunded. I want to pay the balance that was actually paid on my behalf and I want this account closed. |
| 3rd row | The attached letter to the XXXX of the Bank of America gives an actual account of my recent interaction with the bank. The bank should not be allowed to change the terms of my accounts with them at will and charge me fees at will |
| 4th row | I sold an item on ebay, in my description I specifically stated that i do not accept refunds or exchanges. The buyer reported to ebay that the item was defective so ebay refunded the money to him. The buyer then returned the item to me and I discovered that the item was not defective at all. Ebay and paypal are now trying to bill me {$250.00} dollars for this discrepency. I feel ebay ruled in favor of the buyer without all the information and even false information from the buyer. |
| 5th row | XX/XX/XXXX 2015Federal Bank RegulatorOn XXXX XXXX, 2015 Chase Bank confiscated {$14000.00} from my checking account. They did this with a simple debit entry. They did not provide any advanced notice. This was done without any discovery of fact procedure, arbitration or legal hearing. My account did not have sufficient funds and therefore was overdrawn. A check for local property tax was outstanding and subject to penalties. The entry that triggered this action was a direct deposit from the IRS on XXXX XXXX, 2015, a month and a half earlier. I have not received any correspondence from the IRS about any issues. I understand the clearing of funds between banks and the need to reverse transactions. Chase shows this in funds available for withdrawal. This normally takes days not a month and a half. I believe all issues are with Chase Bank and their handling of the transaction and their procedures for confiscating money. I have contacted Chase and they are working to resolve the error. I hope and expect the monetary portion to be resolved. What can not be resolved is the procedural issue which allows a bank to at their whim without notification and any formal procedure to confiscate money from an account holder. This requires Federal regulation. In summary my question is : Can a bank at any time confiscate money from an account holder without advanced notification and without a formal fact finding hearing? Banking is not practical without assurance of funds. If this is not legal, what is my recourse? XXXX XXXX XXXX XXXX XXXX XXXX, Illinois XXXX XXXX XXXXXXXXXXXX |
| Value | Count | Frequency (%) |
| xxxx | 1053283 | 7.2% |
| the | 563636 | 3.9% |
| 514677 | 3.5% | |
| to | 433259 | 3.0% |
| i | 388507 | 2.7% |
| and | 366840 | 2.5% |
| my | 297507 | 2.0% |
| of | 291679 | 2.0% |
| a | 286203 | 2.0% |
| that | 182745 | 1.3% |
| Other values (55256) | 10199806 |
Most occurring characters
| Value | Count | Frequency (%) |
| 14513503 | ||
| e | 6992655 | 8.3% |
| t | 5708920 | 6.8% |
| X | 5098645 | 6.1% |
| a | 4666291 | 5.6% |
| o | 4401512 | 5.3% |
| n | 4380498 | 5.2% |
| i | 4264454 | 5.1% |
| r | 3719633 | 4.4% |
| s | 3112982 | 3.7% |
| Other values (95) | 26888219 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 83747312 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 14513503 | ||
| e | 6992655 | 8.3% |
| t | 5708920 | 6.8% |
| X | 5098645 | 6.1% |
| a | 4666291 | 5.6% |
| o | 4401512 | 5.3% |
| n | 4380498 | 5.2% |
| i | 4264454 | 5.1% |
| r | 3719633 | 4.4% |
| s | 3112982 | 3.7% |
| Other values (95) | 26888219 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 83747312 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 14513503 | ||
| e | 6992655 | 8.3% |
| t | 5708920 | 6.8% |
| X | 5098645 | 6.1% |
| a | 4666291 | 5.6% |
| o | 4401512 | 5.3% |
| n | 4380498 | 5.2% |
| i | 4264454 | 5.1% |
| r | 3719633 | 4.4% |
| s | 3112982 | 3.7% |
| Other values (95) | 26888219 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 83747312 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 14513503 | ||
| e | 6992655 | 8.3% |
| t | 5708920 | 6.8% |
| X | 5098645 | 6.1% |
| a | 4666291 | 5.6% |
| o | 4401512 | 5.3% |
| n | 4380498 | 5.2% |
| i | 4264454 | 5.1% |
| r | 3719633 | 4.4% |
| s | 3112982 | 3.7% |
| Other values (95) | 26888219 |
Company public response
Categorical
Imbalance Missing
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 143050 |
| Missing (%) | 47.7% |
| Memory size | 31.3 MiB |
| Company has responded to the consumer and the CFPB and chooses not to provide a public response | |
|---|---|
| Company believes it acted appropriately as authorized by contract or law | 4864 |
| Company chooses not to provide a public response | 1134 |
| Company believes the complaint is the result of a misunderstanding | 351 |
| Company disputes the facts presented in the complaint | 339 |
| Other values (6) | 799 |
Length
| Max length | 119 |
|---|---|
| Median length | 95 |
| Mean length | 93.738662 |
| Min length | 48 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Company chooses not to provide a public response |
|---|---|
| 2nd row | Company chooses not to provide a public response |
| 3rd row | Company chooses not to provide a public response |
| 4th row | Company believes it acted appropriately as authorized by contract or law |
| 5th row | Company chooses not to provide a public response |
Common Values
| Value | Count | Frequency (%) |
| Company has responded to the consumer and the CFPB and chooses not to provide a public response | 149463 | |
| Company believes it acted appropriately as authorized by contract or law | 4864 | 1.6% |
| Company chooses not to provide a public response | 1134 | 0.4% |
| Company believes the complaint is the result of a misunderstanding | 351 | 0.1% |
| Company disputes the facts presented in the complaint | 339 | 0.1% |
| Company believes complaint caused principally by actions of third party outside the control or direction of the company | 198 | 0.1% |
| Company believes complaint is the result of an isolated error | 165 | 0.1% |
| Company can't verify or dispute the facts in the complaint | 158 | 0.1% |
| Company believes the complaint provided an opportunity to answer consumer's questions | 148 | < 0.1% |
| Company believes complaint represents an opportunity for improvement to better serve consumers | 127 | < 0.1% |
| (Missing) | 143050 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| the | 301331 | |
| to | 300338 | |
| and | 298926 | |
| company | 157148 | 6.0% |
| a | 150951 | 5.8% |
| not | 150597 | 5.7% |
| public | 150597 | 5.7% |
| provide | 150597 | 5.7% |
| response | 150597 | 5.7% |
| chooses | 150597 | 5.7% |
| Other values (52) | 657966 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2462695 | ||
| o | 1534317 | |
| e | 1389608 | |
| s | 1067043 | 7.3% |
| n | 1066932 | 7.3% |
| a | 794579 | 5.4% |
| t | 787862 | 5.4% |
| p | 776871 | 5.3% |
| d | 760977 | 5.2% |
| r | 629265 | 4.3% |
| Other values (19) | 3442134 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14712283 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2462695 | ||
| o | 1534317 | |
| e | 1389608 | |
| s | 1067043 | 7.3% |
| n | 1066932 | 7.3% |
| a | 794579 | 5.4% |
| t | 787862 | 5.4% |
| p | 776871 | 5.3% |
| d | 760977 | 5.2% |
| r | 629265 | 4.3% |
| Other values (19) | 3442134 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14712283 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2462695 | ||
| o | 1534317 | |
| e | 1389608 | |
| s | 1067043 | 7.3% |
| n | 1066932 | 7.3% |
| a | 794579 | 5.4% |
| t | 787862 | 5.4% |
| p | 776871 | 5.3% |
| d | 760977 | 5.2% |
| r | 629265 | 4.3% |
| Other values (19) | 3442134 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14712283 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2462695 | ||
| o | 1534317 | |
| e | 1389608 | |
| s | 1067043 | 7.3% |
| n | 1066932 | 7.3% |
| a | 794579 | 5.4% |
| t | 787862 | 5.4% |
| p | 776871 | 5.3% |
| d | 760977 | 5.2% |
| r | 629265 | 4.3% |
| Other values (19) | 3442134 |
Company
Text
| Distinct | 2737 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 24.1 MiB |
Length
| Max length | 82 |
|---|---|
| Median length | 78 |
| Mean length | 27.32877 |
| Min length | 3 |
Unique
| Unique | 1044 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | BANK OF AMERICA, NATIONAL ASSOCIATION |
|---|---|
| 2nd row | TCF NATIONAL BANK |
| 3rd row | WELLS FARGO & COMPANY |
| 4th row | Synovus Bank |
| 5th row | PNC Bank N.A. |
| Value | Count | Frequency (%) |
| inc | 246494 | |
| holdings | 82233 | 8.2% |
| equifax | 78158 | 7.8% |
| intermediate | 77540 | 7.7% |
| transunion | 77325 | 7.7% |
| solutions | 71920 | 7.2% |
| information | 70492 | 7.0% |
| experian | 70037 | 7.0% |
| financial | 12440 | 1.2% |
| llc | 12345 | 1.2% |
| Other values (2716) | 204373 |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 776543 | 9.5% |
| 703345 | 8.6% | |
| N | 640177 | 7.8% |
| E | 427870 | 5.2% |
| n | 416172 | 5.1% |
| A | 350958 | 4.3% |
| o | 327203 | 4.0% |
| S | 280162 | 3.4% |
| T | 272818 | 3.3% |
| i | 264142 | 3.2% |
| Other values (69) | 3739241 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8198631 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| I | 776543 | 9.5% |
| 703345 | 8.6% | |
| N | 640177 | 7.8% |
| E | 427870 | 5.2% |
| n | 416172 | 5.1% |
| A | 350958 | 4.3% |
| o | 327203 | 4.0% |
| S | 280162 | 3.4% |
| T | 272818 | 3.3% |
| i | 264142 | 3.2% |
| Other values (69) | 3739241 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8198631 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| I | 776543 | 9.5% |
| 703345 | 8.6% | |
| N | 640177 | 7.8% |
| E | 427870 | 5.2% |
| n | 416172 | 5.1% |
| A | 350958 | 4.3% |
| o | 327203 | 4.0% |
| S | 280162 | 3.4% |
| T | 272818 | 3.3% |
| i | 264142 | 3.2% |
| Other values (69) | 3739241 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8198631 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| I | 776543 | 9.5% |
| 703345 | 8.6% | |
| N | 640177 | 7.8% |
| E | 427870 | 5.2% |
| n | 416172 | 5.1% |
| A | 350958 | 4.3% |
| o | 327203 | 4.0% |
| S | 280162 | 3.4% |
| T | 272818 | 3.3% |
| i | 264142 | 3.2% |
| Other values (69) | 3739241 |
State
Text
| Distinct | 62 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1350 |
| Missing (%) | 0.4% |
| Memory size | 16.8 MiB |
Length
| Max length | 36 |
|---|---|
| Median length | 2 |
| Mean length | 2.0030738 |
| Min length | 2 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ND |
|---|---|
| 2nd row | MN |
| 3rd row | MN |
| 4th row | OH |
| 5th row | PA |
| Value | Count | Frequency (%) |
| fl | 40617 | |
| tx | 38906 | |
| ca | 30645 | 10.3% |
| ga | 22097 | 7.4% |
| ny | 18168 | 6.1% |
| il | 12945 | 4.3% |
| pa | 12162 | 4.1% |
| nc | 10206 | 3.4% |
| nj | 9929 | 3.3% |
| md | 7604 | 2.5% |
| Other values (56) | 95479 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 98656 | |
| L | 66771 | |
| N | 54083 | |
| C | 52778 | |
| T | 47333 | 7.9% |
| F | 40618 | 6.8% |
| X | 38906 | 6.5% |
| M | 28517 | 4.8% |
| I | 27712 | 4.6% |
| G | 22134 | 3.7% |
| Other values (15) | 120710 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 598218 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 98656 | |
| L | 66771 | |
| N | 54083 | |
| C | 52778 | |
| T | 47333 | 7.9% |
| F | 40618 | 6.8% |
| X | 38906 | 6.5% |
| M | 28517 | 4.8% |
| I | 27712 | 4.6% |
| G | 22134 | 3.7% |
| Other values (15) | 120710 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 598218 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 98656 | |
| L | 66771 | |
| N | 54083 | |
| C | 52778 | |
| T | 47333 | 7.9% |
| F | 40618 | 6.8% |
| X | 38906 | 6.5% |
| M | 28517 | 4.8% |
| I | 27712 | 4.6% |
| G | 22134 | 3.7% |
| Other values (15) | 120710 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 598218 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 98656 | |
| L | 66771 | |
| N | 54083 | |
| C | 52778 | |
| T | 47333 | 7.9% |
| F | 40618 | 6.8% |
| X | 38906 | 6.5% |
| M | 28517 | 4.8% |
| I | 27712 | 4.6% |
| G | 22134 | 3.7% |
| Other values (15) | 120710 |
ZIP code
Text
| Distinct | 16584 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 697 |
| Missing (%) | 0.2% |
| Memory size | 17.7 MiB |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Unique
| Unique | 4320 ? |
|---|---|
| Unique (%) | 1.4% |
Sample
| 1st row | 58503 |
|---|---|
| 2nd row | 55125 |
| 3rd row | 55110 |
| 4th row | 44108 |
| 5th row | 18944 |
| Value | Count | Frequency (%) |
| xxxxx | 4887 | 1.6% |
| 30349 | 593 | 0.2% |
| 33025 | 459 | 0.2% |
| 77449 | 447 | 0.1% |
| 33311 | 410 | 0.1% |
| 19143 | 400 | 0.1% |
| 30253 | 393 | 0.1% |
| 60411 | 391 | 0.1% |
| 30331 | 385 | 0.1% |
| 30318 | 376 | 0.1% |
| Other values (16574) | 290562 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 213883 | |
| 3 | 206103 | |
| 1 | 181500 | |
| 2 | 159731 | |
| 7 | 142771 | |
| 4 | 119333 | |
| 6 | 105617 | |
| 9 | 103528 | |
| 5 | 102468 | |
| 8 | 96525 | |
| Other values (2) | 65056 | 4.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1496515 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 213883 | |
| 3 | 206103 | |
| 1 | 181500 | |
| 2 | 159731 | |
| 7 | 142771 | |
| 4 | 119333 | |
| 6 | 105617 | |
| 9 | 103528 | |
| 5 | 102468 | |
| 8 | 96525 | |
| Other values (2) | 65056 | 4.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1496515 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 213883 | |
| 3 | 206103 | |
| 1 | 181500 | |
| 2 | 159731 | |
| 7 | 142771 | |
| 4 | 119333 | |
| 6 | 105617 | |
| 9 | 103528 | |
| 5 | 102468 | |
| 8 | 96525 | |
| Other values (2) | 65056 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1496515 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 213883 | |
| 3 | 206103 | |
| 1 | 181500 | |
| 2 | 159731 | |
| 7 | 142771 | |
| 4 | 119333 | |
| 6 | 105617 | |
| 9 | 103528 | |
| 5 | 102468 | |
| 8 | 96525 | |
| Other values (2) | 65056 | 4.3% |
Tags
Categorical
Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 284017 |
| Missing (%) | 94.7% |
| Memory size | 18.4 MiB |
| Servicemember | |
|---|---|
| Older American | |
| Older American, Servicemember |
Length
| Max length | 29 |
|---|---|
| Median length | 13 |
| Mean length | 14.460865 |
| Min length | 13 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Older American |
|---|---|
| 2nd row | Older American |
| 3rd row | Older American |
| 4th row | Older American, Servicemember |
| 5th row | Older American |
Common Values
| Value | Count | Frequency (%) |
| Servicemember | 10109 | 3.4% |
| Older American | 4709 | 1.6% |
| Older American, Servicemember | 1165 | 0.4% |
| (Missing) | 284017 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| servicemember | 11274 | |
| older | 5874 | |
| american | 5874 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 56844 | |
| r | 34296 | |
| m | 28422 | |
| i | 17148 | 7.4% |
| c | 17148 | 7.4% |
| S | 11274 | 4.9% |
| v | 11274 | 4.9% |
| b | 11274 | 4.9% |
| 7039 | 3.0% | |
| O | 5874 | 2.5% |
| Other values (6) | 30535 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 231128 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 56844 | |
| r | 34296 | |
| m | 28422 | |
| i | 17148 | 7.4% |
| c | 17148 | 7.4% |
| S | 11274 | 4.9% |
| v | 11274 | 4.9% |
| b | 11274 | 4.9% |
| 7039 | 3.0% | |
| O | 5874 | 2.5% |
| Other values (6) | 30535 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 231128 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 56844 | |
| r | 34296 | |
| m | 28422 | |
| i | 17148 | 7.4% |
| c | 17148 | 7.4% |
| S | 11274 | 4.9% |
| v | 11274 | 4.9% |
| b | 11274 | 4.9% |
| 7039 | 3.0% | |
| O | 5874 | 2.5% |
| Other values (6) | 30535 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 231128 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 56844 | |
| r | 34296 | |
| m | 28422 | |
| i | 17148 | 7.4% |
| c | 17148 | 7.4% |
| S | 11274 | 4.9% |
| v | 11274 | 4.9% |
| b | 11274 | 4.9% |
| 7039 | 3.0% | |
| O | 5874 | 2.5% |
| Other values (6) | 30535 |
Consumer consent provided?
Categorical
High correlation Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 47576 |
| Missing (%) | 15.9% |
| Memory size | 21.0 MiB |
| Consent not provided | |
|---|---|
| Consent provided | |
| Other | 7738 |
| Consent withdrawn | 363 |
Length
| Max length | 20 |
|---|---|
| Median length | 20 |
| Mean length | 18.222281 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Consent provided |
|---|---|
| 2nd row | Consent provided |
| 3rd row | Consent provided |
| 4th row | Consent not provided |
| 5th row | Consent not provided |
Common Values
| Value | Count | Frequency (%) |
| Consent not provided | 161428 | |
| Consent provided | 82895 | |
| Other | 7738 | 2.6% |
| Consent withdrawn | 363 | 0.1% |
| (Missing) | 47576 | 15.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| consent | 244686 | |
| provided | 244323 | |
| not | 161428 | |
| other | 7738 | 1.2% |
| withdrawn | 363 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 651163 | |
| o | 650437 | |
| e | 496747 | |
| d | 489009 | |
| t | 414215 | |
| 406114 | ||
| r | 252424 | 5.5% |
| C | 244686 | 5.3% |
| i | 244686 | 5.3% |
| s | 244686 | 5.3% |
| Other values (6) | 505574 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4599741 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 651163 | |
| o | 650437 | |
| e | 496747 | |
| d | 489009 | |
| t | 414215 | |
| 406114 | ||
| r | 252424 | 5.5% |
| C | 244686 | 5.3% |
| i | 244686 | 5.3% |
| s | 244686 | 5.3% |
| Other values (6) | 505574 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4599741 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 651163 | |
| o | 650437 | |
| e | 496747 | |
| d | 489009 | |
| t | 414215 | |
| 406114 | ||
| r | 252424 | 5.5% |
| C | 244686 | 5.3% |
| i | 244686 | 5.3% |
| s | 244686 | 5.3% |
| Other values (6) | 505574 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4599741 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 651163 | |
| o | 650437 | |
| e | 496747 | |
| d | 489009 | |
| t | 414215 | |
| 406114 | ||
| r | 252424 | 5.5% |
| C | 244686 | 5.3% |
| i | 244686 | 5.3% |
| s | 244686 | 5.3% |
| Other values (6) | 505574 |
Submitted via
Categorical
High correlation Imbalance
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.2 MiB |
| Web | |
|---|---|
| Referral | 6077 |
| Phone | 4748 |
| Postal mail | 2395 |
| Fax | 554 |
| Other values (2) | 47 |
Length
| Max length | 12 |
|---|---|
| Median length | 3 |
| Mean length | 3.1980033 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Web |
|---|---|
| 2nd row | Web |
| 3rd row | Web |
| 4th row | Referral |
| 5th row | Web |
Common Values
| Value | Count | Frequency (%) |
| Web | 286179 | |
| Referral | 6077 | 2.0% |
| Phone | 4748 | 1.6% |
| Postal mail | 2395 | 0.8% |
| Fax | 554 | 0.2% |
| Web Referral | 38 | < 0.1% |
| 9 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| web | 286217 | |
| referral | 6115 | 2.0% |
| phone | 4748 | 1.6% |
| postal | 2395 | 0.8% |
| 2395 | 0.8% | |
| fax | 554 | 0.2% |
| 9 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 303195 | |
| W | 286217 | |
| b | 286217 | |
| r | 12230 | 1.3% |
| a | 11468 | 1.2% |
| l | 10914 | 1.1% |
| o | 7143 | 0.7% |
| P | 7143 | 0.7% |
| R | 6115 | 0.6% |
| f | 6115 | 0.6% |
| Other values (10) | 22644 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 959401 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 303195 | |
| W | 286217 | |
| b | 286217 | |
| r | 12230 | 1.3% |
| a | 11468 | 1.2% |
| l | 10914 | 1.1% |
| o | 7143 | 0.7% |
| P | 7143 | 0.7% |
| R | 6115 | 0.6% |
| f | 6115 | 0.6% |
| Other values (10) | 22644 | 2.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 959401 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 303195 | |
| W | 286217 | |
| b | 286217 | |
| r | 12230 | 1.3% |
| a | 11468 | 1.2% |
| l | 10914 | 1.1% |
| o | 7143 | 0.7% |
| P | 7143 | 0.7% |
| R | 6115 | 0.6% |
| f | 6115 | 0.6% |
| Other values (10) | 22644 | 2.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 959401 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 303195 | |
| W | 286217 | |
| b | 286217 | |
| r | 12230 | 1.3% |
| a | 11468 | 1.2% |
| l | 10914 | 1.1% |
| o | 7143 | 0.7% |
| P | 7143 | 0.7% |
| R | 6115 | 0.6% |
| f | 6115 | 0.6% |
| Other values (10) | 22644 | 2.4% |
Date sent to company
Date
| Distinct | 4965 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 MiB |
| Minimum | 2011-12-02 00:00:00 |
|---|---|
| Maximum | 2026-01-31 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Company response to consumer
Categorical
High correlation Imbalance
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.5 MiB |
| Closed with explanation | |
|---|---|
| Closed with non-monetary relief | |
| In progress | |
| Closed with monetary relief | 4386 |
| Untimely response | 516 |
| Other values (3) | 923 |
Length
| Max length | 31 |
|---|---|
| Median length | 23 |
| Mean length | 25.009967 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Closed with relief |
|---|---|
| 2nd row | Closed with relief |
| 3rd row | Closed without relief |
| 4th row | Closed without relief |
| 5th row | Closed without relief |
Common Values
| Value | Count | Frequency (%) |
| Closed with explanation | 172179 | |
| Closed with non-monetary relief | 103041 | |
| In progress | 18955 | 6.3% |
| Closed with monetary relief | 4386 | 1.5% |
| Untimely response | 516 | 0.2% |
| Closed | 408 | 0.1% |
| Closed without relief | 395 | 0.1% |
| Closed with relief | 120 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| closed | 280529 | |
| with | 279726 | |
| explanation | 172179 | |
| relief | 107942 | 10.9% |
| non-monetary | 103041 | 10.4% |
| in | 18955 | 1.9% |
| progress | 18955 | 1.9% |
| monetary | 4386 | 0.4% |
| untimely | 516 | 0.1% |
| response | 516 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 796522 | |
| 687140 | 9.2% | |
| o | 683042 | 9.1% |
| n | 677854 | 9.0% |
| l | 561166 | 7.5% |
| i | 560758 | 7.5% |
| t | 560638 | 7.5% |
| a | 451785 | 6.0% |
| s | 319471 | 4.3% |
| C | 280529 | 3.7% |
| Other values (14) | 1924085 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7502990 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 796522 | |
| 687140 | 9.2% | |
| o | 683042 | 9.1% |
| n | 677854 | 9.0% |
| l | 561166 | 7.5% |
| i | 560758 | 7.5% |
| t | 560638 | 7.5% |
| a | 451785 | 6.0% |
| s | 319471 | 4.3% |
| C | 280529 | 3.7% |
| Other values (14) | 1924085 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7502990 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 796522 | |
| 687140 | 9.2% | |
| o | 683042 | 9.1% |
| n | 677854 | 9.0% |
| l | 561166 | 7.5% |
| i | 560758 | 7.5% |
| t | 560638 | 7.5% |
| a | 451785 | 6.0% |
| s | 319471 | 4.3% |
| C | 280529 | 3.7% |
| Other values (14) | 1924085 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7502990 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 796522 | |
| 687140 | 9.2% | |
| o | 683042 | 9.1% |
| n | 677854 | 9.0% |
| l | 561166 | 7.5% |
| i | 560758 | 7.5% |
| t | 560638 | 7.5% |
| a | 451785 | 6.0% |
| s | 319471 | 4.3% |
| C | 280529 | 3.7% |
| Other values (14) | 1924085 |
Timely response?
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 293.1 KiB |
| True | |
|---|---|
| False | 2029 |
| Value | Count | Frequency (%) |
| True | 297971 | |
| False | 2029 | 0.7% |
Consumer disputed?
Boolean
High correlation Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 282792 |
| Missing (%) | 94.3% |
| Memory size | 586.1 KiB |
| False | 13862 |
|---|---|
| True | 3346 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 13862 | 4.6% |
| True | 3346 | 1.1% |
| (Missing) | 282792 |
Complaint ID
Real number (ℝ)
High correlation Unique
| Distinct | 300000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10521736 |
| Minimum | 795 |
|---|---|
| Maximum | 19151293 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 795 |
|---|---|
| 5-th percentile | 2201591.2 |
| Q1 | 6566231.8 |
| median | 10687577 |
| Q3 | 14853852 |
| 95-th percentile | 18248574 |
| Maximum | 19151293 |
| Range | 19150498 |
| Interquartile range (IQR) | 8287620.5 |
Descriptive statistics
| Standard deviation | 5076875.8 |
|---|---|
| Coefficient of variation (CV) | 0.48251313 |
| Kurtosis | -1.0318129 |
| Mean | 10521736 |
| Median Absolute Deviation (MAD) | 4144043 |
| Skewness | -0.13851804 |
| Sum | 3.1565209 × 1012 |
| Variance | 2.5774668 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 35052 | 1 | < 0.1% |
| 37573 | 1 | < 0.1% |
| 39793 | 1 | < 0.1% |
| 34571 | 1 | < 0.1% |
| 37047 | 1 | < 0.1% |
| 32221 | 1 | < 0.1% |
| 17789 | 1 | < 0.1% |
| 29920 | 1 | < 0.1% |
| 36060 | 1 | < 0.1% |
| 37762 | 1 | < 0.1% |
| Other values (299990) | 299990 |
| Value | Count | Frequency (%) |
| 795 | 1 | |
| 1110 | 1 | |
| 1545 | 1 | |
| 1713 | 1 | |
| 1911 | 1 | |
| 2454 | 1 | |
| 2543 | 1 | |
| 2640 | 1 | |
| 2778 | 1 | |
| 2830 | 1 |
| Value | Count | Frequency (%) |
| 19151293 | 1 | |
| 19151094 | 1 | |
| 19150920 | 1 | |
| 19150867 | 1 | |
| 19150639 | 1 | |
| 19150375 | 1 | |
| 19150131 | 1 | |
| 19149704 | 1 | |
| 19149499 | 1 | |
| 19149313 | 1 |
year_quarter
Date
| Distinct | 58 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 MiB |
| Minimum | 2011-10-01 00:00:00 |
|---|---|
| Maximum | 2026-01-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
geo
Text
| Distinct | 62 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1350 |
| Missing (%) | 0.4% |
| Memory size | 16.8 MiB |
Length
| Max length | 36 |
|---|---|
| Median length | 2 |
| Mean length | 2.0030738 |
| Min length | 2 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ND |
|---|---|
| 2nd row | MN |
| 3rd row | MN |
| 4th row | OH |
| 5th row | PA |
| Value | Count | Frequency (%) |
| fl | 40617 | |
| tx | 38906 | |
| ca | 30645 | 10.3% |
| ga | 22097 | 7.4% |
| ny | 18168 | 6.1% |
| il | 12945 | 4.3% |
| pa | 12162 | 4.1% |
| nc | 10206 | 3.4% |
| nj | 9929 | 3.3% |
| md | 7604 | 2.5% |
| Other values (56) | 95479 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 98656 | |
| L | 66771 | |
| N | 54083 | |
| C | 52778 | |
| T | 47333 | 7.9% |
| F | 40618 | 6.8% |
| X | 38906 | 6.5% |
| M | 28517 | 4.8% |
| I | 27712 | 4.6% |
| G | 22134 | 3.7% |
| Other values (15) | 120710 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 598218 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 98656 | |
| L | 66771 | |
| N | 54083 | |
| C | 52778 | |
| T | 47333 | 7.9% |
| F | 40618 | 6.8% |
| X | 38906 | 6.5% |
| M | 28517 | 4.8% |
| I | 27712 | 4.6% |
| G | 22134 | 3.7% |
| Other values (15) | 120710 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 598218 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 98656 | |
| L | 66771 | |
| N | 54083 | |
| C | 52778 | |
| T | 47333 | 7.9% |
| F | 40618 | 6.8% |
| X | 38906 | 6.5% |
| M | 28517 | 4.8% |
| I | 27712 | 4.6% |
| G | 22134 | 3.7% |
| Other values (15) | 120710 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 598218 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 98656 | |
| L | 66771 | |
| N | 54083 | |
| C | 52778 | |
| T | 47333 | 7.9% |
| F | 40618 | 6.8% |
| X | 38906 | 6.5% |
| M | 28517 | 4.8% |
| I | 27712 | 4.6% |
| G | 22134 | 3.7% |
| Other values (15) | 120710 |
region
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.9 MiB |
| South | |
|---|---|
| West | |
| Northeast | |
| Midwest | |
| Other | 2616 |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 5.7380067 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Midwest |
|---|---|
| 2nd row | Midwest |
| 3rd row | Midwest |
| 4th row | Midwest |
| 5th row | Northeast |
Common Values
| Value | Count | Frequency (%) |
| South | 161601 | |
| West | 48610 | 16.2% |
| Northeast | 47833 | 15.9% |
| Midwest | 39340 | 13.1% |
| Other | 2616 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| south | 161601 | |
| west | 48610 | 16.2% |
| northeast | 47833 | 15.9% |
| midwest | 39340 | 13.1% |
| other | 2616 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 347833 | |
| h | 212050 | |
| o | 209434 | |
| S | 161601 | |
| u | 161601 | |
| e | 138399 | 8.0% |
| s | 135783 | 7.9% |
| r | 50449 | 2.9% |
| W | 48610 | 2.8% |
| N | 47833 | 2.8% |
| Other values (6) | 207809 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1721402 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 347833 | |
| h | 212050 | |
| o | 209434 | |
| S | 161601 | |
| u | 161601 | |
| e | 138399 | 8.0% |
| s | 135783 | 7.9% |
| r | 50449 | 2.9% |
| W | 48610 | 2.8% |
| N | 47833 | 2.8% |
| Other values (6) | 207809 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1721402 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 347833 | |
| h | 212050 | |
| o | 209434 | |
| S | 161601 | |
| u | 161601 | |
| e | 138399 | 8.0% |
| s | 135783 | 7.9% |
| r | 50449 | 2.9% |
| W | 48610 | 2.8% |
| N | 47833 | 2.8% |
| Other values (6) | 207809 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1721402 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 347833 | |
| h | 212050 | |
| o | 209434 | |
| S | 161601 | |
| u | 161601 | |
| e | 138399 | 8.0% |
| s | 135783 | 7.9% |
| r | 50449 | 2.9% |
| W | 48610 | 2.8% |
| N | 47833 | 2.8% |
| Other values (6) | 207809 |
stratum
Text
| Distinct | 2543 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 33.9 MiB |
Length
| Max length | 93 |
|---|---|
| Median length | 89 |
| Mean length | 61.56363 |
| Min length | 20 |
Unique
| Unique | 225 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Bank account or service|2012Q1|Midwest |
|---|---|
| 2nd row | Bank account or service|2012Q1|Midwest |
| 3rd row | Bank account or service|2012Q1|Midwest |
| 4th row | Bank account or service|2012Q1|Midwest |
| 5th row | Bank account or service|2012Q1|Northeast |
| Value | Count | Frequency (%) |
| credit | 295863 | |
| or | 254338 | |
| personal | 234317 | |
| consumer | 233756 | |
| other | 233069 | |
| reporting | 233052 | |
| repair | 48507 | 2.5% |
| services | 48507 | 2.5% |
| debt | 22391 | 1.1% |
| reports|2025q4|south | 20563 | 1.0% |
| Other values (2123) | 339963 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2441401 | |
| e | 1856553 | 10.1% |
| o | 1715416 | 9.3% |
| 1664326 | 9.0% | |
| t | 1425690 | 7.7% |
| s | 960738 | 5.2% |
| n | 781843 | 4.2% |
| p | 761768 | 4.1% |
| i | 723584 | 3.9% |
| 2 | 652642 | 3.5% |
| Other values (37) | 5485128 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 18469089 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 2441401 | |
| e | 1856553 | 10.1% |
| o | 1715416 | 9.3% |
| 1664326 | 9.0% | |
| t | 1425690 | 7.7% |
| s | 960738 | 5.2% |
| n | 781843 | 4.2% |
| p | 761768 | 4.1% |
| i | 723584 | 3.9% |
| 2 | 652642 | 3.5% |
| Other values (37) | 5485128 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 18469089 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 2441401 | |
| e | 1856553 | 10.1% |
| o | 1715416 | 9.3% |
| 1664326 | 9.0% | |
| t | 1425690 | 7.7% |
| s | 960738 | 5.2% |
| n | 781843 | 4.2% |
| p | 761768 | 4.1% |
| i | 723584 | 3.9% |
| 2 | 652642 | 3.5% |
| Other values (37) | 5485128 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 18469089 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 2441401 | |
| e | 1856553 | 10.1% |
| o | 1715416 | 9.3% |
| 1664326 | 9.0% | |
| t | 1425690 | 7.7% |
| s | 960738 | 5.2% |
| n | 781843 | 4.2% |
| p | 761768 | 4.1% |
| i | 723584 | 3.9% |
| 2 | 652642 | 3.5% |
| Other values (37) | 5485128 |
sample_n
Real number (ℝ)
High correlation
| Distinct | 288 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5606.7287 |
| Minimum | 1 |
|---|---|
| Maximum | 20563 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 385 |
| median | 3034 |
| Q3 | 9649 |
| 95-th percentile | 20563 |
| Maximum | 20563 |
| Range | 20562 |
| Interquartile range (IQR) | 9264 |
Descriptive statistics
| Standard deviation | 6547.0623 |
|---|---|
| Coefficient of variation (CV) | 1.1677152 |
| Kurtosis | -0.078173138 |
| Mean | 5606.7287 |
| Median Absolute Deviation (MAD) | 2898 |
| Skewness | 1.1417225 |
| Sum | 1.6820186 × 109 |
| Variance | 42864025 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20563 | 20563 | 6.9% |
| 17586 | 17586 | 5.9% |
| 14422 | 14422 | 4.8% |
| 12840 | 12840 | 4.3% |
| 9649 | 9649 | 3.2% |
| 8047 | 8047 | 2.7% |
| 6750 | 6750 | 2.2% |
| 6299 | 6299 | 2.1% |
| 4822 | 4822 | 1.6% |
| 4756 | 4756 | 1.6% |
| Other values (278) | 194266 |
| Value | Count | Frequency (%) |
| 1 | 225 | 0.1% |
| 2 | 354 | |
| 3 | 372 | |
| 4 | 380 | |
| 5 | 575 | |
| 6 | 672 | |
| 7 | 546 | |
| 8 | 416 | |
| 9 | 576 | |
| 10 | 460 |
| Value | Count | Frequency (%) |
| 20563 | 20563 | |
| 17586 | 17586 | |
| 14422 | 14422 | |
| 12840 | 12840 | |
| 9649 | 9649 | |
| 8047 | 8047 | 2.7% |
| 6750 | 6750 | 2.2% |
| 6299 | 6299 | 2.1% |
| 4822 | 4822 | 1.6% |
| 4756 | 4756 | 1.6% |
Interactions
Correlations
| Company public response | Company response to consumer | Complaint ID | Consumer consent provided? | Consumer disputed? | Product | Submitted via | Tags | Timely response? | region | sample_n | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Company public response | 1.000 | 0.097 | 0.260 | 0.069 | 0.094 | 0.224 | 0.066 | 0.107 | 0.149 | 0.021 | 0.090 |
| Company response to consumer | 0.097 | 1.000 | 0.298 | 0.081 | 0.108 | 0.202 | 0.088 | 0.124 | 0.507 | 0.037 | 0.169 |
| Complaint ID | 0.260 | 0.298 | 1.000 | 0.162 | 0.029 | 0.371 | 0.162 | 0.186 | 0.076 | 0.063 | 0.700 |
| Consumer consent provided? | 0.069 | 0.081 | 0.162 | 1.000 | 0.044 | 0.183 | 1.000 | 0.100 | 0.041 | 0.025 | 0.157 |
| Consumer disputed? | 0.094 | 0.108 | 0.029 | 0.044 | 1.000 | 0.049 | 0.074 | 0.000 | 0.036 | 0.007 | 1.000 |
| Product | 0.224 | 0.202 | 0.371 | 0.183 | 0.049 | 1.000 | 0.190 | 0.287 | 0.156 | 0.074 | 0.287 |
| Submitted via | 0.066 | 0.088 | 0.162 | 1.000 | 0.074 | 0.190 | 1.000 | 0.206 | 0.031 | 0.077 | 0.094 |
| Tags | 0.107 | 0.124 | 0.186 | 0.100 | 0.000 | 0.287 | 0.206 | 1.000 | 0.011 | 0.123 | 0.170 |
| Timely response? | 0.149 | 0.507 | 0.076 | 0.041 | 0.036 | 0.156 | 0.031 | 0.011 | 1.000 | 0.018 | 0.079 |
| region | 0.021 | 0.037 | 0.063 | 0.025 | 0.007 | 0.074 | 0.077 | 0.123 | 0.018 | 1.000 | 0.348 |
| sample_n | 0.090 | 0.169 | 0.700 | 0.157 | 1.000 | 0.287 | 0.094 | 0.170 | 0.079 | 0.348 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Date received | Product | Sub-product | Issue | Sub-issue | Consumer complaint narrative | Company public response | Company | State | ZIP code | Tags | Consumer consent provided? | Submitted via | Date sent to company | Company response to consumer | Timely response? | Consumer disputed? | Complaint ID | year_quarter | geo | region | stratum | sample_n | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2012-03-14 | Bank account or service | Checking account | Making/receiving payments, sending money | None | None | None | BANK OF AMERICA, NATIONAL ASSOCIATION | ND | 58503 | None | None | Web | 2012-03-15 | Closed with relief | Yes | No | 35052 | 2012Q1 | ND | Midwest | Bank account or service|2012Q1|Midwest | 4 |
| 1 | 2012-03-20 | Bank account or service | Checking account | Problems caused by my funds being low | None | None | None | TCF NATIONAL BANK | MN | 55125 | None | None | Web | 2012-03-21 | Closed with relief | Yes | No | 37573 | 2012Q1 | MN | Midwest | Bank account or service|2012Q1|Midwest | 4 |
| 2 | 2012-03-22 | Bank account or service | Checking account | Making/receiving payments, sending money | None | None | None | WELLS FARGO & COMPANY | MN | 55110 | None | None | Web | 2012-03-23 | Closed without relief | Yes | Yes | 39793 | 2012Q1 | MN | Midwest | Bank account or service|2012Q1|Midwest | 4 |
| 3 | 2012-03-07 | Bank account or service | Checking account | Making/receiving payments, sending money | None | None | None | Synovus Bank | OH | 44108 | None | None | Referral | 2012-03-16 | Closed without relief | Yes | No | 34571 | 2012Q1 | OH | Midwest | Bank account or service|2012Q1|Midwest | 4 |
| 4 | 2012-03-20 | Bank account or service | Checking account | Problems caused by my funds being low | None | None | None | PNC Bank N.A. | PA | 18944 | Older American | None | Web | 2012-03-23 | Closed without relief | Yes | Yes | 37047 | 2012Q1 | PA | Northeast | Bank account or service|2012Q1|Northeast | 6 |
| 5 | 2012-03-05 | Bank account or service | Other bank product/service | Deposits and withdrawals | None | None | None | CITIZENS FINANCIAL GROUP, INC. | PA | 16601 | None | None | Referral | 2012-03-08 | Closed with relief | Yes | No | 32221 | 2012Q1 | PA | Northeast | Bank account or service|2012Q1|Northeast | 6 |
| 6 | 2012-03-21 | Bank account or service | Savings account | Deposits and withdrawals | None | None | None | CITIBANK, N.A. | NY | 11434 | None | None | Referral | 2012-03-22 | Closed with relief | Yes | No | 17789 | 2012Q1 | NY | Northeast | Bank account or service|2012Q1|Northeast | 6 |
| 7 | 2012-03-05 | Bank account or service | Checking account | Problems caused by my funds being low | None | None | None | JPMORGAN CHASE & CO. | NY | 10118 | Older American | None | Web | 2012-03-05 | Closed with relief | Yes | No | 29920 | 2012Q1 | NY | Northeast | Bank account or service|2012Q1|Northeast | 6 |
| 8 | 2012-03-16 | Bank account or service | Checking account | Problems caused by my funds being low | None | None | None | ASTORIA BANK | NY | 11786 | None | None | Web | 2012-03-19 | Closed without relief | Yes | Yes | 36060 | 2012Q1 | NY | Northeast | Bank account or service|2012Q1|Northeast | 6 |
| 9 | 2012-03-21 | Bank account or service | Checking account | Account opening, closing, or management | None | None | None | TD BANK US HOLDING COMPANY | PA | 19053 | None | None | Phone | 2012-03-22 | Closed without relief | Yes | Yes | 37762 | 2012Q1 | PA | Northeast | Bank account or service|2012Q1|Northeast | 6 |
| Date received | Product | Sub-product | Issue | Sub-issue | Consumer complaint narrative | Company public response | Company | State | ZIP code | Tags | Consumer consent provided? | Submitted via | Date sent to company | Company response to consumer | Timely response? | Consumer disputed? | Complaint ID | year_quarter | geo | region | stratum | sample_n | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 299990 | 2026-01-12 | Vehicle loan or lease | Loan | Getting a loan or lease | Changes in terms mid-deal or after closing | None | None | Exeter Finance, LLC. | GA | 30314 | None | None | Web | 2026-01-12 | In progress | Yes | None | 18658139 | 2026Q1 | GA | South | Vehicle loan or lease|2026Q1|South | 20 |
| 299991 | 2026-01-10 | Vehicle loan or lease | Loan | Getting a loan or lease | Changes in terms mid-deal or after closing | None | None | SANTANDER HOLDINGS USA, INC. | FL | 33905 | None | None | Web | 2026-01-10 | Closed with explanation | Yes | None | 18620814 | 2026Q1 | FL | South | Vehicle loan or lease|2026Q1|South | 20 |
| 299992 | 2026-01-13 | Vehicle loan or lease | Lease | Problems at the end of the loan or lease | Unable to receive car title or other problem after the loan is paid off | None | None | SANTANDER HOLDINGS USA, INC. | FL | 33602 | None | None | Web | 2026-01-13 | Closed with explanation | Yes | None | 18681660 | 2026Q1 | FL | South | Vehicle loan or lease|2026Q1|South | 20 |
| 299993 | 2026-01-02 | Vehicle loan or lease | Loan | Managing the loan or lease | Billing problem | None | None | ALLY FINANCIAL INC. | MT | 59701 | None | Other | Web | 2026-01-02 | Closed with explanation | Yes | None | 18433802 | 2026Q1 | MT | West | Vehicle loan or lease|2026Q1|West | 7 |
| 299994 | 2026-01-08 | Vehicle loan or lease | Loan | Managing the loan or lease | Problem with additional products or services purchased with the loan | None | None | Bayside Credit | CA | XXXXX | None | None | Web | 2026-01-08 | Untimely response | No | None | 18558065 | 2026Q1 | CA | West | Vehicle loan or lease|2026Q1|West | 7 |
| 299995 | 2026-01-08 | Vehicle loan or lease | Loan | Repossession | Company explaining amount owed | None | None | SANTANDER HOLDINGS USA, INC. | CA | 91792 | Servicemember | None | Web | 2026-01-08 | Closed with explanation | Yes | None | 18561266 | 2026Q1 | CA | West | Vehicle loan or lease|2026Q1|West | 7 |
| 299996 | 2026-01-13 | Vehicle loan or lease | Loan | Managing the loan or lease | Billing problem | None | None | TOYOTA MOTOR CREDIT CORPORATION | CA | 92301 | None | None | Phone | 2026-01-13 | In progress | Yes | None | 18693137 | 2026Q1 | CA | West | Vehicle loan or lease|2026Q1|West | 7 |
| 299997 | 2026-01-17 | Vehicle loan or lease | Loan | Managing the loan or lease | Billing problem | None | None | Westlake Services, LLC | NV | 89014 | None | None | Web | 2026-01-17 | In progress | Yes | None | 18806411 | 2026Q1 | NV | West | Vehicle loan or lease|2026Q1|West | 7 |
| 299998 | 2026-01-05 | Vehicle loan or lease | Lease | Problem with a company's investigation into an existing problem | Their investigation did not fix an error on your report | None | None | BANK OF AMERICA, NATIONAL ASSOCIATION | CA | 91731 | None | None | Web | 2026-01-05 | In progress | Yes | None | 18460651 | 2026Q1 | CA | West | Vehicle loan or lease|2026Q1|West | 7 |
| 299999 | 2026-01-19 | Vehicle loan or lease | Loan | Managing the loan or lease | Billing problem | None | None | Driveway Finance Corporation | MT | 599XX | None | None | Web | 2026-01-19 | Closed with explanation | Yes | None | 18835386 | 2026Q1 | MT | West | Vehicle loan or lease|2026Q1|West | 7 |